Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
Total_Population is highly overall correlated with Population_per_Households and 12 other fields | High correlation |
Population_per_Households is highly overall correlated with Total_Population and 12 other fields | High correlation |
Male_Population is highly overall correlated with Total_Population and 12 other fields | High correlation |
Female_Population is highly overall correlated with Total_Population and 12 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with Total_Population and 10 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with Total_Population and 12 other fields | High correlation |
Power_usage is highly overall correlated with Average_Temp and 2 other fields | High correlation |
Num_of_Business is highly overall correlated with Total_Population and 10 other fields | High correlation |
Business_above_100 is highly overall correlated with Total_Population and 10 other fields | High correlation |
complex_area is highly overall correlated with annual_household_income and 2 other fields | High correlation |
annual_household_income is highly overall correlated with Total_Population and 10 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with Total_Population and 11 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with Total_Population and 9 other fields | High correlation |
personal_expense is highly overall correlated with Total_Population and 12 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Num_of_Business and 2 other fields | High correlation |
employment_ratio is highly overall correlated with Total_Population and 12 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with Total_Population and 12 other fields | High correlation |
Average_Temp is highly overall correlated with Power_usage and 4 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with Power_usage and 4 other fields | High correlation |
Average_Pressure is highly overall correlated with Power_usage and 4 other fields | High correlation |
water_supply has unique values | Unique |
Total_Population has unique values | Unique |
Population_per_Households has unique values | Unique |
Female_Population has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Reproduction
| Analysis started | 2023-09-01 01:55:37.727599 |
|---|---|
| Analysis finished | 2023-09-01 01:56:23.507914 |
| Duration | 45.78 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19709.922 |
| Minimum | 15192.867 |
|---|---|
| Maximum | 24706.258 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 15192.867 |
|---|---|
| 5-th percentile | 16986.271 |
| Q1 | 18331.325 |
| median | 19623.233 |
| Q3 | 20878.672 |
| 95-th percentile | 22714.47 |
| Maximum | 24706.258 |
| Range | 9513.3914 |
| Interquartile range (IQR) | 2547.3467 |
Descriptive statistics
| Standard deviation | 1849.6837 |
|---|---|
| Coefficient of variation (CV) | 0.093845305 |
| Kurtosis | -0.15913849 |
| Mean | 19709.922 |
| Median Absolute Deviation (MAD) | 1297.3067 |
| Skewness | 0.25913007 |
| Sum | 2838228.8 |
| Variance | 3421329.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19069.09677 | 1 | 0.7% |
| 19193.39286 | 1 | 0.7% |
| 18179.23333 | 1 | 0.7% |
| 18220.77419 | 1 | 0.7% |
| 17353.93333 | 1 | 0.7% |
| 17578.16129 | 1 | 0.7% |
| 18315.12903 | 1 | 0.7% |
| 20996.42857 | 1 | 0.7% |
| 18509.70968 | 1 | 0.7% |
| 18379.93333 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 15192.86667 | 1 | |
| 15983.87097 | 1 | |
| 16656.09677 | 1 | |
| 16664.6 | 1 | |
| 16789.2 | 1 | |
| 16794.93548 | 1 | |
| 16940.66667 | 1 | |
| 16982.32258 | 1 | |
| 17008.64286 | 1 | |
| 17037.70968 | 1 |
| Value | Count | Frequency (%) |
| 24706.25806 | 1 | |
| 24659.64516 | 1 | |
| 24376.19355 | 1 | |
| 23803.5 | 1 | |
| 23066.13333 | 1 | |
| 22918.6 | 1 | |
| 22892.32143 | 1 | |
| 22714.80645 | 1 | |
| 22712.56667 | 1 | |
| 22527.45161 | 1 |
Total_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56310.896 |
| Minimum | 50745 |
|---|---|
| Maximum | 60205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 50745 |
|---|---|
| 5-th percentile | 51276.25 |
| Q1 | 53890.5 |
| median | 56882.5 |
| Q3 | 58844.25 |
| 95-th percentile | 59894 |
| Maximum | 60205 |
| Range | 9460 |
| Interquartile range (IQR) | 4953.75 |
Descriptive statistics
| Standard deviation | 2875.2559 |
|---|---|
| Coefficient of variation (CV) | 0.051060382 |
| Kurtosis | -1.123265 |
| Mean | 56310.896 |
| Median Absolute Deviation (MAD) | 2259.5 |
| Skewness | -0.40821669 |
| Sum | 8108769 |
| Variance | 8267096.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59969 | 1 | 0.7% |
| 59965 | 1 | 0.7% |
| 55367 | 1 | 0.7% |
| 55336 | 1 | 0.7% |
| 55247 | 1 | 0.7% |
| 55175 | 1 | 0.7% |
| 55073 | 1 | 0.7% |
| 54977 | 1 | 0.7% |
| 54859 | 1 | 0.7% |
| 54802 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 50745 | 1 | |
| 50798 | 1 | |
| 50884 | 1 | |
| 50968 | 1 | |
| 51036 | 1 | |
| 51072 | 1 | |
| 51153 | 1 | |
| 51274 | 1 | |
| 51289 | 1 | |
| 51361 | 1 |
| Value | Count | Frequency (%) |
| 60205 | 1 | |
| 60152 | 1 | |
| 60085 | 1 | |
| 59995 | 1 | |
| 59969 | 1 | |
| 59965 | 1 | |
| 59905 | 1 | |
| 59900 | 1 | |
| 59860 | 1 | |
| 59848 | 1 |
Households
Real number (ℝ)
| Distinct | 109 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26575.736 |
| Minimum | 26137 |
|---|---|
| Maximum | 26794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 26137 |
|---|---|
| 5-th percentile | 26259.3 |
| Q1 | 26542.5 |
| median | 26607.5 |
| Q3 | 26662.25 |
| 95-th percentile | 26727.4 |
| Maximum | 26794 |
| Range | 657 |
| Interquartile range (IQR) | 119.75 |
Descriptive statistics
| Standard deviation | 131.56168 |
|---|---|
| Coefficient of variation (CV) | 0.0049504435 |
| Kurtosis | 1.8400459 |
| Mean | 26575.736 |
| Median Absolute Deviation (MAD) | 56.5 |
| Skewness | -1.3601185 |
| Sum | 3826906 |
| Variance | 17308.475 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26605 | 5 | 3.5% |
| 26619 | 4 | 2.8% |
| 26612 | 3 | 2.1% |
| 26584 | 3 | 2.1% |
| 26582 | 3 | 2.1% |
| 26628 | 3 | 2.1% |
| 26633 | 2 | 1.4% |
| 26606 | 2 | 1.4% |
| 26587 | 2 | 1.4% |
| 26583 | 2 | 1.4% |
| Other values (99) | 115 |
| Value | Count | Frequency (%) |
| 26137 | 1 | |
| 26159 | 1 | |
| 26186 | 1 | |
| 26194 | 1 | |
| 26209 | 1 | |
| 26250 | 1 | |
| 26252 | 1 | |
| 26259 | 1 | |
| 26261 | 1 | |
| 26375 | 1 |
| Value | Count | Frequency (%) |
| 26794 | 1 | |
| 26789 | 1 | |
| 26781 | 1 | |
| 26755 | 2 | |
| 26753 | 1 | |
| 26735 | 1 | |
| 26728 | 1 | |
| 26724 | 1 | |
| 26720 | 1 | |
| 26712 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.118957 |
| Minimum | 1.9044134 |
|---|---|
| Maximum | 2.2944102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.9044134 |
|---|---|
| 5-th percentile | 1.9211837 |
| Q1 | 2.0389702 |
| median | 2.136951 |
| Q3 | 2.2129383 |
| 95-th percentile | 2.2759751 |
| Maximum | 2.2944102 |
| Range | 0.3899968 |
| Interquartile range (IQR) | 0.17396811 |
Descriptive statistics
| Standard deviation | 0.10913742 |
|---|---|
| Coefficient of variation (CV) | 0.051505254 |
| Kurtosis | -0.92439687 |
| Mean | 2.118957 |
| Median Absolute Deviation (MAD) | 0.083596849 |
| Skewness | -0.38045437 |
| Sum | 305.12981 |
| Variance | 0.011910976 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.294410223 | 1 | 0.7% |
| 2.292327688 | 1 | 0.7% |
| 2.082170659 | 1 | 0.7% |
| 2.082414481 | 1 | 0.7% |
| 2.07992621 | 1 | 0.7% |
| 2.078624171 | 1 | 0.7% |
| 2.075406994 | 1 | 0.7% |
| 2.072414053 | 1 | 0.7% |
| 2.067186676 | 1 | 0.7% |
| 2.063172954 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.90441342 | 1 | |
| 1.907482381 | 1 | |
| 1.907619513 | 1 | |
| 1.91120444 | 1 | |
| 1.913969623 | 1 | |
| 1.915463376 | 1 | |
| 1.91857325 | 1 | |
| 1.920374532 | 1 | |
| 1.925768783 | 1 | |
| 1.928291463 | 1 |
| Value | Count | Frequency (%) |
| 2.294410223 | 1 | |
| 2.292327688 | 1 | |
| 2.286974116 | 1 | |
| 2.284846865 | 1 | |
| 2.283490404 | 1 | |
| 2.280380952 | 1 | |
| 2.278645437 | 1 | |
| 2.276189026 | 1 | |
| 2.274762938 | 1 | |
| 2.250233601 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27754.104 |
| Minimum | 25078 |
|---|---|
| Maximum | 29699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 25078 |
|---|---|
| 5-th percentile | 25321.3 |
| Q1 | 26607 |
| median | 28019 |
| Q3 | 29002 |
| 95-th percentile | 29516 |
| Maximum | 29699 |
| Range | 4621 |
| Interquartile range (IQR) | 2395 |
Descriptive statistics
| Standard deviation | 1382.6973 |
|---|---|
| Coefficient of variation (CV) | 0.049819561 |
| Kurtosis | -1.1115967 |
| Mean | 27754.104 |
| Median Absolute Deviation (MAD) | 1088.5 |
| Skewness | -0.37479922 |
| Sum | 3996591 |
| Variance | 1911851.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29606 | 2 | 1.4% |
| 27775 | 2 | 1.4% |
| 29516 | 2 | 1.4% |
| 29413 | 2 | 1.4% |
| 26975 | 1 | 0.7% |
| 27176 | 1 | 0.7% |
| 27145 | 1 | 0.7% |
| 27099 | 1 | 0.7% |
| 27055 | 1 | 0.7% |
| 27009 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 25078 | 1 | |
| 25081 | 1 | |
| 25136 | 1 | |
| 25168 | 1 | |
| 25203 | 1 | |
| 25223 | 1 | |
| 25270 | 1 | |
| 25321 | 1 | |
| 25323 | 1 | |
| 25385 | 1 |
| Value | Count | Frequency (%) |
| 29699 | 1 | |
| 29644 | 1 | |
| 29606 | 2 | |
| 29599 | 1 | |
| 29551 | 1 | |
| 29544 | 1 | |
| 29516 | 2 | |
| 29503 | 1 | |
| 29501 | 1 | |
| 29478 | 1 |
Female_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28556.792 |
| Minimum | 25664 |
|---|---|
| Maximum | 30508 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 25664 |
|---|---|
| 5-th percentile | 25954.95 |
| Q1 | 27283.5 |
| median | 28862.5 |
| Q3 | 29842.25 |
| 95-th percentile | 30352.95 |
| Maximum | 30508 |
| Range | 4844 |
| Interquartile range (IQR) | 2558.75 |
Descriptive statistics
| Standard deviation | 1493.3865 |
|---|---|
| Coefficient of variation (CV) | 0.052295318 |
| Kurtosis | -1.13169 |
| Mean | 28556.792 |
| Median Absolute Deviation (MAD) | 1171 |
| Skewness | -0.43804878 |
| Sum | 4112178 |
| Variance | 2230203.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30363 | 1 | 0.7% |
| 30366 | 1 | 0.7% |
| 28103 | 1 | 0.7% |
| 28093 | 1 | 0.7% |
| 28045 | 1 | 0.7% |
| 27999 | 1 | 0.7% |
| 27928 | 1 | 0.7% |
| 27878 | 1 | 0.7% |
| 27804 | 1 | 0.7% |
| 27793 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 25664 | 1 | |
| 25720 | 1 | |
| 25748 | 1 | |
| 25800 | 1 | |
| 25833 | 1 | |
| 25849 | 1 | |
| 25883 | 1 | |
| 25953 | 1 | |
| 25966 | 1 | |
| 25976 | 1 |
| Value | Count | Frequency (%) |
| 30508 | 1 | |
| 30506 | 1 | |
| 30479 | 1 | |
| 30451 | 1 | |
| 30384 | 1 | |
| 30366 | 1 | |
| 30363 | 1 | |
| 30354 | 1 | |
| 30347 | 1 | |
| 30344 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.97202558 |
| Minimum | 0.96686262 |
|---|---|
| Maximum | 0.97937909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.96686262 |
|---|---|
| 5-th percentile | 0.96792107 |
| Q1 | 0.9692801 |
| median | 0.97091941 |
| Q3 | 0.97504625 |
| 95-th percentile | 0.97874245 |
| Maximum | 0.97937909 |
| Range | 0.012516468 |
| Interquartile range (IQR) | 0.0057661456 |
Descriptive statistics
| Standard deviation | 0.0035040941 |
|---|---|
| Coefficient of variation (CV) | 0.0036049402 |
| Kurtosis | -0.82329658 |
| Mean | 0.97202558 |
| Median Absolute Deviation (MAD) | 0.0021308488 |
| Skewness | 0.67889798 |
| Sum | 139.97168 |
| Variance | 1.2278676 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9750683398 | 1 | 0.7% |
| 0.9747414872 | 1 | 0.7% |
| 0.9701455361 | 1 | 0.7% |
| 0.9697433524 | 1 | 0.7% |
| 0.969941166 | 1 | 0.7% |
| 0.9706060931 | 1 | 0.7% |
| 0.9719636207 | 1 | 0.7% |
| 0.972056819 | 1 | 0.7% |
| 0.97306143 | 1 | 0.7% |
| 0.9717914583 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.9668626216 | 1 | |
| 0.9668888109 | 1 | |
| 0.9671969936 | 1 | |
| 0.967799465 | 1 | |
| 0.9678104355 | 1 | |
| 0.9678643307 | 1 | |
| 0.9679065348 | 1 | |
| 0.967907192 | 1 | |
| 0.9679997291 | 1 | |
| 0.9682078903 | 1 |
| Value | Count | Frequency (%) |
| 0.9793790899 | 1 | |
| 0.9791129644 | 1 | |
| 0.979104366 | 1 | |
| 0.9790188905 | 1 | |
| 0.9789685096 | 1 | |
| 0.9789532501 | 1 | |
| 0.9787532192 | 1 | |
| 0.9787496726 | 1 | |
| 0.9787015164 | 1 | |
| 0.9784412506 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.069444 |
| Minimum | 26.1 |
|---|---|
| Maximum | 38.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 26.1 |
|---|---|
| 5-th percentile | 26.4 |
| Q1 | 28.075 |
| median | 30.7 |
| Q3 | 33.525 |
| 95-th percentile | 37.385 |
| Maximum | 38.1 |
| Range | 12 |
| Interquartile range (IQR) | 5.45 |
Descriptive statistics
| Standard deviation | 3.4925351 |
|---|---|
| Coefficient of variation (CV) | 0.11241061 |
| Kurtosis | -0.94751889 |
| Mean | 31.069444 |
| Median Absolute Deviation (MAD) | 2.75 |
| Skewness | 0.34383195 |
| Sum | 4474 |
| Variance | 12.197801 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.5 | 7 | 4.9% |
| 26.4 | 6 | 4.2% |
| 30.7 | 4 | 2.8% |
| 32.5 | 3 | 2.1% |
| 31 | 3 | 2.1% |
| 31.2 | 3 | 2.1% |
| 32.1 | 3 | 2.1% |
| 31.9 | 2 | 1.4% |
| 29.4 | 2 | 1.4% |
| 29.6 | 2 | 1.4% |
| Other values (89) | 109 |
| Value | Count | Frequency (%) |
| 26.1 | 2 | 1.4% |
| 26.2 | 1 | 0.7% |
| 26.3 | 2 | 1.4% |
| 26.4 | 6 | |
| 26.5 | 7 | |
| 26.6 | 1 | 0.7% |
| 26.7 | 2 | 1.4% |
| 26.8 | 2 | 1.4% |
| 26.9 | 1 | 0.7% |
| 27 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 38.1 | 1 | |
| 38 | 1 | |
| 37.9 | 1 | |
| 37.8 | 1 | |
| 37.6 | 2 | |
| 37.5 | 1 | |
| 37.4 | 1 | |
| 37.3 | 1 | |
| 37.2 | 1 | |
| 36.9 | 1 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95852185 |
| Minimum | -319000 |
|---|---|
| Maximum | 1.33114 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.7% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -319000 |
|---|---|
| 5-th percentile | 75729266 |
| Q1 | 83248190 |
| median | 90221000 |
| Q3 | 1.1308556 × 108 |
| 95-th percentile | 1.2283052 × 108 |
| Maximum | 1.33114 × 108 |
| Range | 1.33433 × 108 |
| Interquartile range (IQR) | 29837375 |
Descriptive statistics
| Standard deviation | 20036585 |
|---|---|
| Coefficient of variation (CV) | 0.20903629 |
| Kurtosis | 3.5066923 |
| Mean | 95852185 |
| Median Absolute Deviation (MAD) | 11816786 |
| Skewness | -0.9432193 |
| Sum | 1.3802715 × 1010 |
| Variance | 4.0146476 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 112686000 | 1 | 0.7% |
| 103792000 | 1 | 0.7% |
| 75833319 | 1 | 0.7% |
| 74684591 | 1 | 0.7% |
| 97947510 | 1 | 0.7% |
| 110606198 | 1 | 0.7% |
| 116966991 | 1 | 0.7% |
| 114630883 | 1 | 0.7% |
| 117067749 | 1 | 0.7% |
| 102537135 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| -319000 | 1 | |
| 27499000 | 1 | |
| 30707000 | 1 | |
| 70334444 | 1 | |
| 71187782 | 1 | |
| 74443184 | 1 | |
| 74684591 | 1 | |
| 75710904 | 1 | |
| 75833319 | 1 | |
| 76443785 | 1 |
| Value | Count | Frequency (%) |
| 133114000 | 1 | |
| 129024475 | 1 | |
| 127816000 | 1 | |
| 126234184 | 1 | |
| 124712292 | 1 | |
| 123674046 | 1 | |
| 122999000 | 1 | |
| 122879673 | 1 | |
| 122552000 | 1 | |
| 122459046 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2207.6319 |
| Minimum | 1398 |
|---|---|
| Maximum | 3144 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1398 |
|---|---|
| 5-th percentile | 1543.35 |
| Q1 | 1846.25 |
| median | 2246.5 |
| Q3 | 2564 |
| 95-th percentile | 2868.35 |
| Maximum | 3144 |
| Range | 1746 |
| Interquartile range (IQR) | 717.75 |
Descriptive statistics
| Standard deviation | 425.98975 |
|---|---|
| Coefficient of variation (CV) | 0.19296231 |
| Kurtosis | -1.0615633 |
| Mean | 2207.6319 |
| Median Absolute Deviation (MAD) | 362 |
| Skewness | -0.056903392 |
| Sum | 317899 |
| Variance | 181467.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2537 | 2 | 1.4% |
| 2505 | 2 | 1.4% |
| 2788 | 2 | 1.4% |
| 2615 | 2 | 1.4% |
| 2564 | 2 | 1.4% |
| 1642 | 2 | 1.4% |
| 2036 | 2 | 1.4% |
| 2348 | 2 | 1.4% |
| 2476 | 1 | 0.7% |
| 2225 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 1398 | 1 | |
| 1409 | 1 | |
| 1455 | 1 | |
| 1466 | 1 | |
| 1468 | 1 | |
| 1474 | 1 | |
| 1538 | 1 | |
| 1542 | 1 | |
| 1551 | 1 | |
| 1584 | 1 |
| Value | Count | Frequency (%) |
| 3144 | 1 | |
| 2994 | 1 | |
| 2935 | 1 | |
| 2921 | 1 | |
| 2917 | 1 | |
| 2905 | 1 | |
| 2885 | 1 | |
| 2870 | 1 | |
| 2859 | 1 | |
| 2835 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.069444 |
| Minimum | 13 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 19 |
| median | 23 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 18 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.23712 |
|---|---|
| Coefficient of variation (CV) | 0.19199033 |
| Kurtosis | -0.85395513 |
| Mean | 22.069444 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.036068538 |
| Sum | 3178 |
| Variance | 17.953186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 24 | 18 | |
| 19 | 15 | |
| 26 | 13 | |
| 25 | 12 | 8.3% |
| 21 | 11 | 7.6% |
| 23 | 11 | 7.6% |
| 18 | 9 | 6.2% |
| 15 | 9 | 6.2% |
| 20 | 9 | 6.2% |
| 27 | 6 | 4.2% |
| Other values (9) | 31 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.7% |
| 14 | 1 | 0.7% |
| 15 | 9 | |
| 16 | 6 | 4.2% |
| 17 | 6 | 4.2% |
| 18 | 9 | |
| 19 | 15 | |
| 20 | 9 | |
| 21 | 11 | |
| 22 | 3 | 2.1% |
| Value | Count | Frequency (%) |
| 31 | 1 | 0.7% |
| 30 | 5 | 3.5% |
| 29 | 4 | 2.8% |
| 28 | 4 | 2.8% |
| 27 | 6 | 4.2% |
| 26 | 13 | |
| 25 | 12 | |
| 24 | 18 | |
| 23 | 11 | |
| 22 | 3 | 2.1% |
complex_area
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3726976.6 |
| Minimum | 3540697 |
|---|---|
| Maximum | 3757892 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 3540697 |
|---|---|
| 5-th percentile | 3725377 |
| Q1 | 3728514 |
| median | 3729552 |
| Q3 | 3731852.5 |
| 95-th percentile | 3750150 |
| Maximum | 3757892 |
| Range | 217195 |
| Interquartile range (IQR) | 3338.5 |
Descriptive statistics
| Standard deviation | 36564.514 |
|---|---|
| Coefficient of variation (CV) | 0.009810771 |
| Kurtosis | 21.537205 |
| Mean | 3726976.6 |
| Median Absolute Deviation (MAD) | 1038 |
| Skewness | -4.6304132 |
| Sum | 5.3668463 × 108 |
| Variance | 1.3369637 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 3729552 | 39 | |
| 3728514 | 25 | |
| 3750150 | 23 | |
| 3725950 | 10 | 6.9% |
| 3727516 | 9 | 6.2% |
| 3729323 | 9 | 6.2% |
| 3737602 | 6 | 4.2% |
| 3729936 | 6 | 4.2% |
| 3750265 | 6 | 4.2% |
| 3540697 | 5 | 3.5% |
| Other values (3) | 6 | 4.2% |
| Value | Count | Frequency (%) |
| 3540697 | 5 | 3.5% |
| 3725052 | 1 | 0.7% |
| 3725377 | 4 | 2.8% |
| 3725950 | 10 | 6.9% |
| 3727516 | 9 | 6.2% |
| 3728514 | 25 | |
| 3729323 | 9 | 6.2% |
| 3729552 | 39 | |
| 3729936 | 6 | 4.2% |
| 3737602 | 6 | 4.2% |
| Value | Count | Frequency (%) |
| 3757892 | 1 | 0.7% |
| 3750265 | 6 | 4.2% |
| 3750150 | 23 | |
| 3737602 | 6 | 4.2% |
| 3729936 | 6 | 4.2% |
| 3729552 | 39 | |
| 3729323 | 9 | 6.2% |
| 3728514 | 25 | |
| 3727516 | 9 | 6.2% |
| 3725950 | 10 | 6.9% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 615.75 |
| Minimum | 478 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 478 |
|---|---|
| 5-th percentile | 478 |
| Q1 | 523.5 |
| median | 576.5 |
| Q3 | 640.75 |
| 95-th percentile | 891 |
| Maximum | 891 |
| Range | 413 |
| Interquartile range (IQR) | 117.25 |
Descriptive statistics
| Standard deviation | 126.69514 |
|---|---|
| Coefficient of variation (CV) | 0.20575743 |
| Kurtosis | 0.043304514 |
| Mean | 615.75 |
| Median Absolute Deviation (MAD) | 57.5 |
| Skewness | 1.1045691 |
| Sum | 88668 |
| Variance | 16051.657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 510 | 12 | |
| 566 | 12 | |
| 587 | 12 | |
| 624 | 12 | |
| 478 | 12 | |
| 498 | 12 | |
| 528 | 12 | |
| 556 | 12 | |
| 618 | 12 | |
| 691 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 478 | 12 | |
| 498 | 12 | |
| 510 | 12 | |
| 528 | 12 | |
| 556 | 12 | |
| 566 | 12 | |
| 587 | 12 | |
| 618 | 12 | |
| 624 | 12 | |
| 691 | 12 |
| Value | Count | Frequency (%) |
| 891 | 12 | |
| 842 | 12 | |
| 691 | 12 | |
| 624 | 12 | |
| 618 | 12 | |
| 587 | 12 | |
| 566 | 12 | |
| 556 | 12 | |
| 528 | 12 | |
| 510 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 607.83333 |
| Minimum | 426 |
|---|---|
| Maximum | 680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 426 |
|---|---|
| 5-th percentile | 426 |
| Q1 | 578.5 |
| median | 633 |
| Q3 | 667.25 |
| 95-th percentile | 680 |
| Maximum | 680 |
| Range | 254 |
| Interquartile range (IQR) | 88.75 |
Descriptive statistics
| Standard deviation | 76.598855 |
|---|---|
| Coefficient of variation (CV) | 0.1260195 |
| Kurtosis | 0.41314817 |
| Mean | 607.83333 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | -1.2204044 |
| Sum | 87528 |
| Variance | 5867.3846 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 624 | 12 | |
| 610 | 12 | |
| 670 | 12 | |
| 665 | 12 | |
| 680 | 12 | |
| 668 | 12 | |
| 667 | 12 | |
| 642 | 12 | |
| 581 | 12 | |
| 571 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 426 | 12 | |
| 490 | 12 | |
| 571 | 12 | |
| 581 | 12 | |
| 610 | 12 | |
| 624 | 12 | |
| 642 | 12 | |
| 665 | 12 | |
| 667 | 12 | |
| 668 | 12 |
| Value | Count | Frequency (%) |
| 680 | 12 | |
| 670 | 12 | |
| 668 | 12 | |
| 667 | 12 | |
| 665 | 12 | |
| 642 | 12 | |
| 624 | 12 | |
| 610 | 12 | |
| 581 | 12 | |
| 571 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0902616 |
| Minimum | 0.87896254 |
|---|---|
| Maximum | 1.2467249 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.87896254 |
|---|---|
| 5-th percentile | 0.87896254 |
| Q1 | 1.033199 |
| median | 1.1067536 |
| Q3 | 1.144901 |
| 95-th percentile | 1.2467249 |
| Maximum | 1.2467249 |
| Range | 0.36776235 |
| Interquartile range (IQR) | 0.11170195 |
Descriptive statistics
| Standard deviation | 0.10621842 |
|---|---|
| Coefficient of variation (CV) | 0.097424709 |
| Kurtosis | -0.59993948 |
| Mean | 1.0902616 |
| Median Absolute Deviation (MAD) | 0.063601166 |
| Skewness | -0.42775679 |
| Sum | 156.99767 |
| Variance | 0.011282352 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.9674418605 | 12 | |
| 0.878962536 | 12 | |
| 1.05511811 | 12 | |
| 0.9595959596 | 12 | |
| 1.125827815 | 12 | |
| 1.104132231 | 12 | |
| 1.132427844 | 12 | |
| 1.182320442 | 12 | |
| 1.090056285 | 12 | |
| 1.246724891 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.878962536 | 12 | |
| 0.9595959596 | 12 | |
| 0.9674418605 | 12 | |
| 1.05511811 | 12 | |
| 1.090056285 | 12 | |
| 1.104132231 | 12 | |
| 1.109375 | 12 | |
| 1.125827815 | 12 | |
| 1.132427844 | 12 | |
| 1.182320442 | 12 |
| Value | Count | Frequency (%) |
| 1.246724891 | 12 | |
| 1.231155779 | 12 | |
| 1.182320442 | 12 | |
| 1.132427844 | 12 | |
| 1.125827815 | 12 | |
| 1.109375 | 12 | |
| 1.104132231 | 12 | |
| 1.090056285 | 12 | |
| 1.05511811 | 12 | |
| 0.9674418605 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39291262 |
| Minimum | 29425421 |
|---|---|
| Maximum | 50352167 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 29425421 |
|---|---|
| 5-th percentile | 29425421 |
| Q1 | 34916269 |
| median | 39187141 |
| Q3 | 44291558 |
| 95-th percentile | 50352167 |
| Maximum | 50352167 |
| Range | 20926746 |
| Interquartile range (IQR) | 9375289.5 |
Descriptive statistics
| Standard deviation | 6391034.7 |
|---|---|
| Coefficient of variation (CV) | 0.16265792 |
| Kurtosis | -1.1011871 |
| Mean | 39291262 |
| Median Absolute Deviation (MAD) | 5308073 |
| Skewness | 0.12325828 |
| Sum | 5.6579417 × 109 |
| Variance | 4.0845325 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 29425421 | 12 | |
| 31004122 | 12 | |
| 33099447 | 12 | |
| 35581571 | 12 | |
| 35521876 | 12 | |
| 38569143 | 12 | |
| 39805139 | 12 | |
| 41180313 | 12 | |
| 43715593 | 12 | |
| 46019454 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 29425421 | 12 | |
| 31004122 | 12 | |
| 33099447 | 12 | |
| 35521876 | 12 | |
| 35581571 | 12 | |
| 38569143 | 12 | |
| 39805139 | 12 | |
| 41180313 | 12 | |
| 43715593 | 12 | |
| 46019454 | 12 |
| Value | Count | Frequency (%) |
| 50352167 | 12 | |
| 47220892 | 12 | |
| 46019454 | 12 | |
| 43715593 | 12 | |
| 41180313 | 12 | |
| 39805139 | 12 | |
| 38569143 | 12 | |
| 35581571 | 12 | |
| 35521876 | 12 | |
| 33099447 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.30833 |
| Minimum | 91.2 |
|---|---|
| Maximum | 134.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 91.2 |
|---|---|
| 5-th percentile | 91.2 |
| Q1 | 96.6 |
| median | 116.3 |
| Q3 | 129.175 |
| 95-th percentile | 134.2 |
| Maximum | 134.2 |
| Range | 43 |
| Interquartile range (IQR) | 32.575 |
Descriptive statistics
| Standard deviation | 16.261265 |
|---|---|
| Coefficient of variation (CV) | 0.14225791 |
| Kurtosis | -1.700361 |
| Mean | 114.30833 |
| Median Absolute Deviation (MAD) | 16.1 |
| Skewness | -0.13654488 |
| Sum | 16460.4 |
| Variance | 264.42874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 132.4 | 24 | |
| 96 | 12 | |
| 91.2 | 12 | |
| 94.6 | 12 | |
| 96.8 | 12 | |
| 127.2 | 12 | |
| 134.2 | 12 | |
| 128.1 | 12 | |
| 123.6 | 12 | |
| 106.2 | 12 |
| Value | Count | Frequency (%) |
| 91.2 | 12 | |
| 94.6 | 12 | |
| 96 | 12 | |
| 96.8 | 12 | |
| 106.2 | 12 | |
| 109 | 12 | |
| 123.6 | 12 | |
| 127.2 | 12 | |
| 128.1 | 12 | |
| 132.4 | 24 |
| Value | Count | Frequency (%) |
| 134.2 | 12 | |
| 132.4 | 24 | |
| 128.1 | 12 | |
| 127.2 | 12 | |
| 123.6 | 12 | |
| 109 | 12 | |
| 106.2 | 12 | |
| 96.8 | 12 | |
| 96 | 12 | |
| 94.6 | 12 |
employment_ratio
Real number (ℝ)
| Distinct | 138 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9676.6736 |
| Minimum | 7305 |
|---|---|
| Maximum | 12956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 7305 |
|---|---|
| 5-th percentile | 7959 |
| Q1 | 8683.25 |
| median | 9656.5 |
| Q3 | 10228 |
| 95-th percentile | 12373.2 |
| Maximum | 12956 |
| Range | 5651 |
| Interquartile range (IQR) | 1544.75 |
Descriptive statistics
| Standard deviation | 1299.5229 |
|---|---|
| Coefficient of variation (CV) | 0.13429438 |
| Kurtosis | -0.065926578 |
| Mean | 9676.6736 |
| Median Absolute Deviation (MAD) | 823.5 |
| Skewness | 0.64832483 |
| Sum | 1393441 |
| Variance | 1688759.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9839 | 2 | 1.4% |
| 8117 | 2 | 1.4% |
| 8170 | 2 | 1.4% |
| 12435 | 2 | 1.4% |
| 10182 | 2 | 1.4% |
| 9133 | 2 | 1.4% |
| 7305 | 1 | 0.7% |
| 9734 | 1 | 0.7% |
| 10054 | 1 | 0.7% |
| 9941 | 1 | 0.7% |
| Other values (128) | 128 |
| Value | Count | Frequency (%) |
| 7305 | 1 | |
| 7529 | 1 | |
| 7696 | 1 | |
| 7729 | 1 | |
| 7852 | 1 | |
| 7865 | 1 | |
| 7939 | 1 | |
| 7956 | 1 | |
| 7976 | 1 | |
| 7978 | 1 |
| Value | Count | Frequency (%) |
| 12956 | 1 | |
| 12727 | 1 | |
| 12677 | 1 | |
| 12665 | 1 | |
| 12509 | 1 | |
| 12435 | 2 | |
| 12381 | 1 | |
| 12329 | 1 | |
| 12323 | 1 | |
| 12201 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17345885 |
| Minimum | 0.12181294 |
|---|---|
| Maximum | 0.25504941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.12181294 |
|---|---|
| 5-th percentile | 0.1325559 |
| Q1 | 0.14774658 |
| median | 0.16981595 |
| Q3 | 0.19020193 |
| 95-th percentile | 0.24218238 |
| Maximum | 0.25504941 |
| Range | 0.13323647 |
| Interquartile range (IQR) | 0.042455348 |
Descriptive statistics
| Standard deviation | 0.032619728 |
|---|---|
| Coefficient of variation (CV) | 0.18805456 |
| Kurtosis | -0.1634364 |
| Mean | 0.17345885 |
| Median Absolute Deviation (MAD) | 0.021777207 |
| Skewness | 0.73669323 |
| Sum | 24.978075 |
| Variance | 0.0010640467 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1218129367 | 1 | 0.7% |
| 0.1255565747 | 1 | 0.7% |
| 0.1801795293 | 1 | 0.7% |
| 0.1796118259 | 1 | 0.7% |
| 0.1819827321 | 1 | 0.7% |
| 0.1801721794 | 1 | 0.7% |
| 0.1729704211 | 1 | 0.7% |
| 0.1764010404 | 1 | 0.7% |
| 0.1774367014 | 1 | 0.7% |
| 0.1788985803 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.1218129367 | 1 | |
| 0.1255565747 | 1 | |
| 0.1282773564 | 1 | |
| 0.1290317195 | 1 | |
| 0.1313592639 | 1 | |
| 0.1316692615 | 1 | |
| 0.1318661241 | 1 | |
| 0.1324124157 | 1 | |
| 0.1333689965 | 1 | |
| 0.1333801569 | 1 |
| Value | Count | Frequency (%) |
| 0.2550494114 | 1 | |
| 0.2501179153 | 1 | |
| 0.24872469 | 1 | |
| 0.2479832393 | 1 | |
| 0.245101497 | 1 | |
| 0.243984629 | 1 | |
| 0.2430942467 | 1 | |
| 0.2425205757 | 1 | |
| 0.240265944 | 1 | |
| 0.2400459493 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 82.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.109028 |
| Minimum | -4.5 |
|---|---|
| Maximum | 27.7 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 10 |
| Negative (%) | 6.9% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -4.5 |
|---|---|
| 5-th percentile | -0.455 |
| Q1 | 4.075 |
| median | 13.4 |
| Q3 | 21.925 |
| 95-th percentile | 26.6 |
| Maximum | 27.7 |
| Range | 32.2 |
| Interquartile range (IQR) | 17.85 |
Descriptive statistics
| Standard deviation | 9.2580482 |
|---|---|
| Coefficient of variation (CV) | 0.70623454 |
| Kurtosis | -1.341399 |
| Mean | 13.109028 |
| Median Absolute Deviation (MAD) | 8.6 |
| Skewness | -0.061117552 |
| Sum | 1887.7 |
| Variance | 85.711456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 3 | 2.1% |
| 16.6 | 3 | 2.1% |
| 22 | 3 | 2.1% |
| 22.3 | 3 | 2.1% |
| 21 | 2 | 1.4% |
| 26.6 | 2 | 1.4% |
| 9.6 | 2 | 1.4% |
| 3.8 | 2 | 1.4% |
| 17.7 | 2 | 1.4% |
| 22.4 | 2 | 1.4% |
| Other values (109) | 120 |
| Value | Count | Frequency (%) |
| -4.5 | 1 | |
| -1.8 | 2 | |
| -1.6 | 1 | |
| -1.5 | 1 | |
| -1.1 | 1 | |
| -0.7 | 1 | |
| -0.5 | 1 | |
| -0.2 | 1 | |
| -0.1 | 1 | |
| 0 | 1 |
| Value | Count | Frequency (%) |
| 27.7 | 1 | |
| 27.3 | 2 | |
| 27.1 | 1 | |
| 26.9 | 2 | |
| 26.7 | 1 | |
| 26.6 | 2 | |
| 26.5 | 1 | |
| 26.3 | 1 | |
| 26 | 1 | |
| 25.8 | 1 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105.21458 |
| Minimum | 4.1 |
|---|---|
| Maximum | 710.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 4.1 |
|---|---|
| 5-th percentile | 10.06 |
| Q1 | 33.45 |
| median | 68.7 |
| Q3 | 120.8 |
| 95-th percentile | 325.565 |
| Maximum | 710.1 |
| Range | 706 |
| Interquartile range (IQR) | 87.35 |
Descriptive statistics
| Standard deviation | 118.62011 |
|---|---|
| Coefficient of variation (CV) | 1.1274113 |
| Kurtosis | 8.3084184 |
| Mean | 105.21458 |
| Median Absolute Deviation (MAD) | 40.3 |
| Skewness | 2.6202543 |
| Sum | 15150.9 |
| Variance | 14070.73 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 2 | 1.4% |
| 10.4 | 2 | 1.4% |
| 37.4 | 2 | 1.4% |
| 43.3 | 2 | 1.4% |
| 19.1 | 1 | 0.7% |
| 46.9 | 1 | 0.7% |
| 27.4 | 1 | 0.7% |
| 33.5 | 1 | 0.7% |
| 96.3 | 1 | 0.7% |
| 122 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 4.1 | 1 | |
| 6.7 | 1 | |
| 6.9 | 1 | |
| 8.5 | 1 | |
| 8.8 | 1 | |
| 8.9 | 1 | |
| 9.1 | 1 | |
| 10 | 1 | |
| 10.4 | 2 | |
| 11.8 | 1 |
| Value | Count | Frequency (%) |
| 710.1 | 1 | |
| 644.5 | 1 | |
| 520.6 | 1 | |
| 495.9 | 1 | |
| 446.2 | 1 | |
| 375.6 | 1 | |
| 362.3 | 1 | |
| 327.2 | 1 | |
| 316.3 | 1 | |
| 305.2 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.604167 |
| Minimum | 61 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 72 |
| median | 78 |
| Q3 | 82 |
| 95-th percentile | 89 |
| Maximum | 93 |
| Range | 32 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.7037394 |
|---|---|
| Coefficient of variation (CV) | 0.086383756 |
| Kurtosis | -0.38091275 |
| Mean | 77.604167 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.055206455 |
| Sum | 11175 |
| Variance | 44.940122 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 80 | 13 | 9.0% |
| 71 | 10 | 6.9% |
| 78 | 9 | 6.2% |
| 79 | 8 | 5.6% |
| 81 | 8 | 5.6% |
| 76 | 8 | 5.6% |
| 75 | 7 | 4.9% |
| 73 | 7 | 4.9% |
| 72 | 7 | 4.9% |
| 77 | 7 | 4.9% |
| Other values (20) | 60 |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.7% |
| 62 | 1 | 0.7% |
| 65 | 3 | 2.1% |
| 67 | 5 | |
| 68 | 2 | 1.4% |
| 69 | 3 | 2.1% |
| 70 | 5 | |
| 71 | 10 | |
| 72 | 7 | |
| 73 | 7 |
| Value | Count | Frequency (%) |
| 93 | 1 | 0.7% |
| 92 | 2 | 1.4% |
| 91 | 2 | 1.4% |
| 90 | 2 | 1.4% |
| 89 | 2 | 1.4% |
| 88 | 1 | 0.7% |
| 87 | 5 | |
| 86 | 6 | |
| 85 | 2 | 1.4% |
| 84 | 4 |
Ground_Temp
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.350694 |
| Minimum | -1.5 |
|---|---|
| Maximum | 33.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 2.1% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -1.5 |
|---|---|
| 5-th percentile | 1.115 |
| Q1 | 5.6 |
| median | 15.85 |
| Q3 | 24.925 |
| 95-th percentile | 29.925 |
| Maximum | 33.9 |
| Range | 35.4 |
| Interquartile range (IQR) | 19.325 |
Descriptive statistics
| Standard deviation | 10.251836 |
|---|---|
| Coefficient of variation (CV) | 0.66784183 |
| Kurtosis | -1.3982999 |
| Mean | 15.350694 |
| Median Absolute Deviation (MAD) | 9.7 |
| Skewness | -0.021453104 |
| Sum | 2210.5 |
| Variance | 105.10014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9 | 4 | 2.8% |
| 1.2 | 3 | 2.1% |
| 2.6 | 2 | 1.4% |
| 29.3 | 2 | 1.4% |
| 7 | 2 | 1.4% |
| 1.5 | 2 | 1.4% |
| 26.2 | 2 | 1.4% |
| 28.1 | 2 | 1.4% |
| 23.8 | 2 | 1.4% |
| 17.6 | 2 | 1.4% |
| Other values (104) | 121 |
| Value | Count | Frequency (%) |
| -1.5 | 1 | 0.7% |
| -1.1 | 1 | 0.7% |
| -0.1 | 1 | 0.7% |
| 0.1 | 1 | 0.7% |
| 0.4 | 1 | 0.7% |
| 0.5 | 1 | 0.7% |
| 0.7 | 1 | 0.7% |
| 1.1 | 1 | 0.7% |
| 1.2 | 3 | |
| 1.5 | 2 |
| Value | Count | Frequency (%) |
| 33.9 | 1 | |
| 33.3 | 1 | |
| 32.5 | 1 | |
| 31.2 | 1 | |
| 30.7 | 1 | |
| 30.1 | 1 | |
| 30 | 2 | |
| 29.5 | 1 | |
| 29.3 | 2 | |
| 29.1 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1604167 |
| Minimum | 1.1 |
|---|---|
| Maximum | 3.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 1.6 |
| Q1 | 1.9 |
| median | 2.1 |
| Q3 | 2.4 |
| 95-th percentile | 2.985 |
| Maximum | 3.4 |
| Range | 2.3 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.41732058 |
|---|---|
| Coefficient of variation (CV) | 0.19316671 |
| Kurtosis | 0.20114648 |
| Mean | 2.1604167 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.552001 |
| Sum | 311.1 |
| Variance | 0.17415647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1.9 | 18 | |
| 2.3 | 15 | |
| 1.7 | 13 | |
| 2.2 | 13 | |
| 1.8 | 11 | 7.6% |
| 2 | 11 | 7.6% |
| 2.1 | 11 | 7.6% |
| 2.6 | 10 | 6.9% |
| 2.4 | 7 | 4.9% |
| 2.5 | 7 | 4.9% |
| Other values (11) | 28 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | 0.7% |
| 1.5 | 4 | 2.8% |
| 1.6 | 6 | 4.2% |
| 1.7 | 13 | |
| 1.8 | 11 | |
| 1.9 | 18 | |
| 2 | 11 | |
| 2.1 | 11 | |
| 2.2 | 13 | |
| 2.3 | 15 |
| Value | Count | Frequency (%) |
| 3.4 | 1 | 0.7% |
| 3.3 | 1 | 0.7% |
| 3.2 | 1 | 0.7% |
| 3.1 | 3 | 2.1% |
| 3 | 2 | 1.4% |
| 2.9 | 1 | 0.7% |
| 2.8 | 1 | 0.7% |
| 2.7 | 7 | |
| 2.6 | 10 | |
| 2.5 | 7 |
Average_Pressure
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1013.9167 |
| Minimum | 1003.3 |
|---|---|
| Maximum | 1024.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1003.3 |
|---|---|
| 5-th percentile | 1003.86 |
| Q1 | 1007.45 |
| median | 1015.55 |
| Q3 | 1019.9 |
| 95-th percentile | 1023.255 |
| Maximum | 1024.9 |
| Range | 21.6 |
| Interquartile range (IQR) | 12.45 |
Descriptive statistics
| Standard deviation | 6.77676 |
|---|---|
| Coefficient of variation (CV) | 0.0066837445 |
| Kurtosis | -1.4232855 |
| Mean | 1013.9167 |
| Median Absolute Deviation (MAD) | 6.1 |
| Skewness | -0.10508625 |
| Sum | 146004 |
| Variance | 45.924476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1021.9 | 4 | 2.8% |
| 1004.7 | 4 | 2.8% |
| 1010.4 | 4 | 2.8% |
| 1019.1 | 4 | 2.8% |
| 1005.4 | 3 | 2.1% |
| 1011.1 | 3 | 2.1% |
| 1003.5 | 3 | 2.1% |
| 1017.4 | 3 | 2.1% |
| 1022.6 | 3 | 2.1% |
| 1018 | 2 | 1.4% |
| Other values (89) | 111 |
| Value | Count | Frequency (%) |
| 1003.3 | 1 | 0.7% |
| 1003.5 | 3 | |
| 1003.6 | 1 | 0.7% |
| 1003.7 | 1 | 0.7% |
| 1003.8 | 2 | |
| 1004.2 | 2 | |
| 1004.4 | 1 | 0.7% |
| 1004.5 | 2 | |
| 1004.7 | 4 | |
| 1004.8 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1024.9 | 1 | |
| 1024.8 | 1 | |
| 1024.7 | 1 | |
| 1024 | 1 | |
| 1023.7 | 1 | |
| 1023.5 | 1 | |
| 1023.4 | 1 | |
| 1023.3 | 1 | |
| 1023 | 1 | |
| 1022.9 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | -0.343 | 0.486 | -0.344 | -0.344 | -0.342 | 0.140 | 0.344 | -0.011 | 0.291 | -0.024 | 0.276 | 0.315 | -0.107 | 0.042 | 0.339 | 0.014 | 0.313 | 0.323 | 0.121 | 0.122 | 0.187 | 0.153 | -0.146 | -0.105 |
| Total_Population | -0.343 | 1.000 | 0.035 | 0.999 | 1.000 | 1.000 | -0.544 | -0.999 | 0.184 | -0.864 | -0.604 | -0.252 | -0.604 | 0.605 | -0.747 | -0.989 | -0.473 | -0.985 | -0.993 | -0.081 | -0.048 | 0.078 | -0.104 | 0.292 | -0.004 |
| Households | 0.486 | 0.035 | 1.000 | 0.010 | 0.032 | 0.041 | -0.300 | -0.019 | 0.101 | -0.017 | -0.277 | 0.249 | -0.072 | 0.202 | -0.117 | -0.039 | -0.046 | -0.009 | -0.019 | -0.012 | -0.090 | 0.125 | 0.005 | 0.013 | 0.011 |
| Population_per_Households | -0.344 | 0.999 | 0.010 | 1.000 | 0.999 | 0.998 | -0.541 | -1.000 | 0.181 | -0.864 | -0.603 | -0.262 | -0.606 | 0.606 | -0.746 | -0.990 | -0.471 | -0.984 | -0.993 | -0.072 | -0.034 | 0.086 | -0.095 | 0.296 | -0.011 |
| Male_Population | -0.344 | 1.000 | 0.032 | 0.999 | 1.000 | 1.000 | -0.542 | -0.999 | 0.184 | -0.864 | -0.605 | -0.253 | -0.605 | 0.606 | -0.747 | -0.989 | -0.472 | -0.985 | -0.993 | -0.080 | -0.047 | 0.078 | -0.103 | 0.293 | -0.005 |
| Female_Population | -0.342 | 1.000 | 0.041 | 0.998 | 1.000 | 1.000 | -0.548 | -0.999 | 0.184 | -0.863 | -0.606 | -0.251 | -0.602 | 0.605 | -0.748 | -0.988 | -0.474 | -0.984 | -0.993 | -0.081 | -0.048 | 0.077 | -0.104 | 0.292 | -0.005 |
| Male_Female_Ratio | 0.140 | -0.544 | -0.300 | -0.541 | -0.542 | -0.548 | 1.000 | 0.543 | -0.079 | 0.410 | 0.677 | 0.436 | 0.686 | -0.786 | 0.322 | 0.564 | -0.165 | 0.517 | 0.534 | -0.014 | 0.058 | -0.251 | -0.005 | -0.139 | 0.027 |
| Population_aging_Ratio | 0.344 | -0.999 | -0.019 | -1.000 | -0.999 | -0.999 | 0.543 | 1.000 | -0.183 | 0.863 | 0.605 | 0.262 | 0.605 | -0.606 | 0.747 | 0.989 | 0.472 | 0.984 | 0.993 | 0.078 | 0.040 | -0.080 | 0.101 | -0.297 | 0.008 |
| Power_usage | -0.011 | 0.184 | 0.101 | 0.181 | 0.184 | 0.184 | -0.079 | -0.183 | 1.000 | -0.245 | -0.196 | -0.009 | -0.088 | 0.164 | -0.140 | -0.143 | -0.070 | -0.200 | -0.197 | -0.780 | -0.470 | -0.473 | -0.775 | 0.239 | 0.668 |
| Num_of_Business | 0.291 | -0.864 | -0.017 | -0.864 | -0.864 | -0.863 | 0.410 | 0.863 | -0.245 | 1.000 | 0.588 | 0.096 | 0.371 | -0.448 | 0.721 | 0.840 | 0.557 | 0.867 | 0.866 | 0.108 | 0.026 | -0.011 | 0.133 | -0.315 | -0.012 |
| Business_above_100 | -0.024 | -0.604 | -0.277 | -0.603 | -0.605 | -0.606 | 0.677 | 0.605 | -0.196 | 0.588 | 1.000 | 0.244 | 0.377 | -0.742 | 0.416 | 0.582 | 0.181 | 0.587 | 0.600 | 0.092 | 0.069 | -0.147 | 0.091 | -0.228 | 0.002 |
| complex_area | 0.276 | -0.252 | 0.249 | -0.262 | -0.253 | -0.251 | 0.436 | 0.262 | -0.009 | 0.096 | 0.244 | 1.000 | 0.639 | -0.525 | 0.033 | 0.267 | -0.540 | 0.248 | 0.251 | 0.102 | 0.017 | -0.140 | 0.086 | -0.065 | -0.056 |
| annual_household_income | 0.315 | -0.604 | -0.072 | -0.606 | -0.605 | -0.602 | 0.686 | 0.605 | -0.088 | 0.371 | 0.377 | 0.639 | 1.000 | -0.776 | 0.175 | 0.664 | -0.326 | 0.568 | 0.587 | 0.017 | 0.027 | -0.248 | 0.021 | -0.124 | 0.001 |
| High_School_Graduate_num | -0.107 | 0.605 | 0.202 | 0.606 | 0.606 | 0.605 | -0.786 | -0.606 | 0.164 | -0.448 | -0.742 | -0.525 | -0.776 | 1.000 | -0.224 | -0.636 | 0.189 | -0.568 | -0.589 | -0.029 | -0.018 | 0.280 | -0.024 | 0.159 | -0.013 |
| High_School_Graduate_ratio | 0.042 | -0.747 | -0.117 | -0.746 | -0.747 | -0.748 | 0.322 | 0.747 | -0.140 | 0.721 | 0.416 | 0.033 | 0.175 | -0.224 | 1.000 | 0.706 | 0.564 | 0.769 | 0.762 | 0.040 | -0.037 | -0.029 | 0.060 | -0.241 | 0.010 |
| personal_expense | 0.339 | -0.989 | -0.039 | -0.990 | -0.989 | -0.988 | 0.564 | 0.989 | -0.143 | 0.840 | 0.582 | 0.267 | 0.664 | -0.636 | 0.706 | 1.000 | 0.445 | 0.970 | 0.981 | 0.047 | 0.017 | -0.108 | 0.072 | -0.261 | 0.017 |
| benefits_vs_personal_expense | 0.014 | -0.473 | -0.046 | -0.471 | -0.472 | -0.474 | -0.165 | 0.472 | -0.070 | 0.557 | 0.181 | -0.540 | -0.326 | 0.189 | 0.564 | 0.445 | 1.000 | 0.487 | 0.479 | 0.035 | -0.009 | 0.187 | 0.061 | -0.157 | 0.021 |
| employment_ratio | 0.313 | -0.985 | -0.009 | -0.984 | -0.985 | -0.984 | 0.517 | 0.984 | -0.200 | 0.867 | 0.587 | 0.248 | 0.568 | -0.568 | 0.769 | 0.970 | 0.487 | 1.000 | 0.997 | 0.101 | 0.045 | -0.072 | 0.124 | -0.286 | -0.014 |
| employment_insurance_ratio | 0.323 | -0.993 | -0.019 | -0.993 | -0.993 | -0.993 | 0.534 | 0.993 | -0.197 | 0.866 | 0.600 | 0.251 | 0.587 | -0.589 | 0.762 | 0.981 | 0.479 | 0.997 | 1.000 | 0.092 | 0.042 | -0.085 | 0.116 | -0.285 | -0.007 |
| Average_Temp | 0.121 | -0.081 | -0.012 | -0.072 | -0.080 | -0.081 | -0.014 | 0.078 | -0.780 | 0.108 | 0.092 | 0.102 | 0.017 | -0.029 | 0.040 | 0.047 | 0.035 | 0.101 | 0.092 | 1.000 | 0.664 | 0.712 | 0.991 | -0.043 | -0.915 |
| Monthly_Rainfall | 0.122 | -0.048 | -0.090 | -0.034 | -0.047 | -0.048 | 0.058 | 0.040 | -0.470 | 0.026 | 0.069 | 0.017 | 0.027 | -0.018 | -0.037 | 0.017 | -0.009 | 0.045 | 0.042 | 0.664 | 1.000 | 0.673 | 0.631 | 0.046 | -0.643 |
| Average_Relative_Humadity | 0.187 | 0.078 | 0.125 | 0.086 | 0.078 | 0.077 | -0.251 | -0.080 | -0.473 | -0.011 | -0.147 | -0.140 | -0.248 | 0.280 | -0.029 | -0.108 | 0.187 | -0.072 | -0.085 | 0.712 | 0.673 | 1.000 | 0.701 | -0.124 | -0.669 |
| Ground_Temp | 0.153 | -0.104 | 0.005 | -0.095 | -0.103 | -0.104 | -0.005 | 0.101 | -0.775 | 0.133 | 0.091 | 0.086 | 0.021 | -0.024 | 0.060 | 0.072 | 0.061 | 0.124 | 0.116 | 0.991 | 0.631 | 0.701 | 1.000 | -0.034 | -0.921 |
| Average_Wind | -0.146 | 0.292 | 0.013 | 0.296 | 0.293 | 0.292 | -0.139 | -0.297 | 0.239 | -0.315 | -0.228 | -0.065 | -0.124 | 0.159 | -0.241 | -0.261 | -0.157 | -0.286 | -0.285 | -0.043 | 0.046 | -0.124 | -0.034 | 1.000 | -0.194 |
| Average_Pressure | -0.105 | -0.004 | 0.011 | -0.011 | -0.005 | -0.005 | 0.027 | 0.008 | 0.668 | -0.012 | 0.002 | -0.056 | 0.001 | -0.013 | 0.010 | 0.017 | 0.021 | -0.014 | -0.007 | -0.915 | -0.643 | -0.669 | -0.921 | -0.194 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 19069.096774 | 59969.0 | 26137.0 | 2.294410 | 29606.0 | 30363.0 | 0.975068 | 26.1 | 112686000.0 | 1409.0 | 21.0 | 3540697.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7305.0 | 0.121813 | -1.5 | 37.0 | 78.0 | -0.1 | 1.9 | 1021.9 |
| 2010-02-01 | 19193.392857 | 59965.0 | 26159.0 | 2.292328 | 29599.0 | 30366.0 | 0.974741 | 26.1 | 103792000.0 | 1538.0 | 23.0 | 3540697.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7529.0 | 0.125557 | 2.5 | 92.5 | 74.0 | 2.9 | 2.2 | 1018.7 |
| 2010-03-01 | 17342.419355 | 59905.0 | 26194.0 | 2.286974 | 29551.0 | 30354.0 | 0.973545 | 26.2 | 102313000.0 | 1761.0 | 24.0 | 3540697.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 8011.0 | 0.133728 | 5.5 | 63.8 | 75.0 | 6.7 | 3.1 | 1017.7 |
| 2010-04-01 | 16664.600000 | 59848.0 | 26209.0 | 2.283490 | 29501.0 | 30347.0 | 0.972122 | 26.3 | 103778000.0 | 1962.0 | 27.0 | 3540697.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 8192.0 | 0.136880 | 9.5 | 68.4 | 71.0 | 11.3 | 3.0 | 1015.8 |
| 2010-05-01 | 17793.193548 | 59831.0 | 26186.0 | 2.284847 | 29503.0 | 30328.0 | 0.972797 | 26.3 | 89122000.0 | 1662.0 | 24.0 | 3540697.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 8117.0 | 0.135665 | 16.6 | 132.8 | 79.0 | 19.3 | 2.6 | 1008.6 |
| 2010-06-01 | 17572.666667 | 59860.0 | 26250.0 | 2.280381 | 29516.0 | 30344.0 | 0.972713 | 26.4 | 86189000.0 | 1813.0 | 24.0 | 3737602.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 8039.0 | 0.134297 | 22.0 | 18.9 | 81.0 | 27.1 | 2.0 | 1007.0 |
| 2010-07-01 | 17558.548387 | 59819.0 | 26252.0 | 2.278645 | 29478.0 | 30341.0 | 0.971557 | 26.4 | 86934000.0 | 1468.0 | 26.0 | 3737602.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7978.0 | 0.133369 | 25.6 | 375.6 | 86.0 | 27.3 | 2.4 | 1005.3 |
| 2010-08-01 | 17084.387097 | 59775.0 | 26261.0 | 2.276189 | 29465.0 | 30310.0 | 0.972121 | 26.5 | 89489000.0 | 1542.0 | 25.0 | 3737602.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7852.0 | 0.131359 | 27.3 | 362.3 | 87.0 | 29.1 | 2.2 | 1007.7 |
| 2010-09-01 | 17830.500000 | 59733.0 | 26259.0 | 2.274763 | 29476.0 | 30257.0 | 0.974188 | 26.5 | 91518000.0 | 1593.0 | 25.0 | 3737602.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7865.0 | 0.131669 | 22.6 | 144.9 | 83.0 | 24.6 | 2.1 | 1010.8 |
| 2010-10-01 | 17749.870968 | 60205.0 | 26755.0 | 2.250234 | 29699.0 | 30506.0 | 0.973546 | 26.4 | 91608000.0 | 1692.0 | 25.0 | 3737602.0 | 510.0 | 624.0 | 0.967442 | 29425421.0 | 96.0 | 7939.0 | 0.131866 | 14.9 | 8.8 | 75.0 | 16.4 | 1.9 | 1016.5 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 21338.032258 | 51361.0 | 26634.0 | 1.928400 | 25385.0 | 25976.0 | 0.977248 | 37.2 | 120088634.0 | 2756.0 | 27.0 | 3750150.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12329.0 | 0.240046 | 8.3 | 91.9 | 76.0 | 10.2 | 1.8 | 1017.1 |
| 2021-04-01 | 22383.933333 | 51289.0 | 26633.0 | 1.925769 | 25323.0 | 25966.0 | 0.975237 | 37.3 | 104802240.0 | 2870.0 | 28.0 | 3750150.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12323.0 | 0.240266 | 13.3 | 43.9 | 65.0 | 15.9 | 2.3 | 1015.7 |
| 2021-05-01 | 22193.806452 | 51274.0 | 26700.0 | 1.920375 | 25321.0 | 25953.0 | 0.975648 | 37.4 | 85019930.0 | 2917.0 | 28.0 | 3750150.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12435.0 | 0.242521 | 16.6 | 137.0 | 75.0 | 19.3 | 2.6 | 1006.9 |
| 2021-06-01 | 22918.600000 | 51153.0 | 26662.0 | 1.918573 | 25270.0 | 25883.0 | 0.976317 | 37.5 | 82789762.0 | 2935.0 | 31.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12435.0 | 0.243094 | 22.1 | 98.8 | 80.0 | 26.1 | 2.1 | 1005.1 |
| 2021-07-01 | 24659.645161 | 51072.0 | 26663.0 | 1.915463 | 25223.0 | 25849.0 | 0.975782 | 37.6 | 84905809.0 | 2711.0 | 29.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12665.0 | 0.247983 | 26.6 | 251.3 | 84.0 | 31.2 | 1.8 | 1005.4 |
| 2021-08-01 | 24706.258065 | 51036.0 | 26665.0 | 1.913970 | 25203.0 | 25833.0 | 0.975613 | 37.6 | 84771132.0 | 2560.0 | 29.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12509.0 | 0.245101 | 25.5 | 218.3 | 83.0 | 30.0 | 1.7 | 1005.6 |
| 2021-09-01 | 23803.500000 | 50968.0 | 26668.0 | 1.911204 | 25168.0 | 25800.0 | 0.975504 | 37.8 | 84775402.0 | 2555.0 | 30.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12677.0 | 0.248725 | 22.3 | 138.8 | 81.0 | 25.0 | 1.8 | 1010.4 |
| 2021-10-01 | 22714.806452 | 50884.0 | 26676.0 | 1.907482 | 25136.0 | 25748.0 | 0.976231 | 37.9 | 85953412.0 | 2538.0 | 29.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12727.0 | 0.250118 | 16.0 | 32.7 | 79.0 | 18.8 | 1.5 | 1018.6 |
| 2021-11-01 | 23066.133333 | 50798.0 | 26629.0 | 1.907620 | 25078.0 | 25720.0 | 0.975039 | 38.0 | 91797984.0 | 2657.0 | 30.0 | 3750265.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12956.0 | 0.255049 | 9.6 | 81.9 | 78.0 | 10.9 | 2.1 | 1017.4 |
| 2021-12-01 | 22527.451613 | 50745.0 | 26646.0 | 1.904413 | 25081.0 | 25664.0 | 0.977283 | 38.1 | 107831680.0 | 2885.0 | 30.0 | 3757892.0 | 891.0 | 426.0 | 1.109375 | 50352167.0 | 109.0 | 12381.0 | 0.243985 | 3.1 | 14.5 | 70.0 | 4.2 | 2.3 | 1022.7 |